{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rF2x3qooyBTI"
   },
   "source": [
    "# 深度卷积生成对抗网络（DCGAN）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、前言"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🔥本文 GitHub [https://github.com/kzbkzb/Python-AI](https://github.com/kzbkzb/Python-AI) 已收录\n",
    "\n",
    "- 作者：[K同学啊](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)\n",
    "- 来自专栏：《深度学习100例》-Tensorflow2版本\n",
    "- 数据链接：https://pan.baidu.com/s/1ZSOidGKbly5yDkiODsmn6A （提取码：qt7h）\n",
    "\n",
    "🚀我的环境：\n",
    "\n",
    "- 语言环境：Python3.6.5\n",
    "- 编译器：jupyter notebook\n",
    "- 深度学习环境：TensorFlow2.4.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🚀 **深度学习新人必看：[《小白入门深度学习》](https://blog.csdn.net/qq_38251616/category_11188161.html)**\n",
    "\n",
    "1. [小白入门深度学习 | 第一篇：配置深度学习环境](https://mtyjkh.blog.csdn.net/article/details/118575238)\n",
    "2. [小白入门深度学习 | 第二篇：编译器的使用-Jupyter Notebook](https://mtyjkh.blog.csdn.net/article/details/118814364)\n",
    "3. [小白入门深度学习 | 第三篇：深度学习初体验](https://mtyjkh.blog.csdn.net/article/details/119081309)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🚀 往期精彩-卷积神经网络篇：\n",
    "\n",
    "1. [深度学习100例-卷积神经网络（CNN）实现mnist手写数字识别 | 第1天](https://mtyjkh.blog.csdn.net/article/details/116920825) \n",
    "2. [深度学习100例-卷积神经网络（CNN）彩色图片分类 | 第2天](https://mtyjkh.blog.csdn.net/article/details/116978213)\n",
    "3. [深度学习100例-卷积神经网络（CNN）服装图像分类 | 第3天](https://mtyjkh.blog.csdn.net/article/details/116992196)\n",
    "4. [深度学习100例-卷积神经网络（CNN）花朵识别 | 第4天](https://mtyjkh.blog.csdn.net/article/details/117079919)\n",
    "5. [深度学习100例-卷积神经网络（CNN）天气识别 | 第5天](https://mtyjkh.blog.csdn.net/article/details/117186183)\n",
    "6. [深度学习100例-卷积神经网络（VGG-16）识别海贼王草帽一伙 | 第6天](https://mtyjkh.blog.csdn.net/article/details/117331631)\n",
    "7. [深度学习100例-卷积神经网络（VGG-19）识别灵笼中的人物 | 第7天](https://mtyjkh.blog.csdn.net/article/details/117395797)\n",
    "8. [深度学习100例-卷积神经网络（ResNet-50）鸟类识别 | 第8天](https://mtyjkh.blog.csdn.net/article/details/117587326)\n",
    "9. [深度学习100例-卷积神经网络（AlexNet）手把手教学 | 第11天](https://mtyjkh.blog.csdn.net/article/details/117986183)\n",
    "10. [深度学习100例-卷积神经网络（CNN）识别验证码 | 第12天](https://mtyjkh.blog.csdn.net/article/details/118211253)\n",
    "11. [深度学习100例-卷积神经网络（Inception V3）识别手语 | 第13天](https://mtyjkh.blog.csdn.net/article/details/118310170)\n",
    "12. [深度学习100例-卷积神经网络（Inception-ResNet-v2）识别交通标志 | 第14天](https://mtyjkh.blog.csdn.net/article/details/118389790)\n",
    "13. [深度学习100例-卷积神经网络（CNN）实现车牌识别 | 第15天](https://mtyjkh.blog.csdn.net/article/details/118422302)\n",
    "14. [深度学习100例-卷积神经网络（CNN）识别神奇宝贝小智一伙 | 第16天](https://mtyjkh.blog.csdn.net/article/details/118631541)\n",
    "15. [深度学习100例-卷积神经网络（CNN）注意力检测 | 第17天](https://mtyjkh.blog.csdn.net/article/details/118938811)\n",
    "\n",
    "🚀 往期精彩-循环神经网络篇：\n",
    "\n",
    "1. [深度学习100例-循环神经网络（RNN）实现股票预测 | 第9天](https://mtyjkh.blog.csdn.net/article/details/117752046)\n",
    "2. [深度学习100例-循环神经网络（LSTM）实现股票预测 | 第10天](https://mtyjkh.blog.csdn.net/article/details/117907074)\n",
    "\n",
    "🚀 往期精彩-生成对抗网络篇：\n",
    "\n",
    "1. [深度学习100例-生成对抗网络（GAN）手写数字生成 | 第18天](https://mtyjkh.blog.csdn.net/article/details/118995896)\n",
    "2. [深度学习100例-生成对抗网络（DCGAN）手写数字生成 | 第19天](https://mtyjkh.blog.csdn.net/article/details/119133575)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、什么是生成对抗网络？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2MbKJY38Puy9"
   },
   "source": [
    "生成对抗网络（GAN）是当今计算机科学领域最有趣的想法之一。两个模型通过对抗过程同时训练。一个生成器模型（“艺术家”）学习创造看起来真实的图像，而判别器模型（“艺术评论家”）学习区分真假图像。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "GAN 的应用十分广泛，它的应用包括图像合成、风格迁移、照片修复以及照片编辑，数据增强等等，这次我将讲解如何用生成对抗网络生成小姐姐。\n",
    "\n",
    "先看看我生成的小姐姐一睹为快\n",
    "\n",
    "![](./pic_gif/MINST_DCGAN.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "e1_Y75QXJS6h"
   },
   "source": [
    "### 1. 设置GPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:26.408716Z",
     "iopub.status.busy": "2020-09-22T22:01:26.408062Z",
     "iopub.status.idle": "2020-09-22T22:01:32.650022Z",
     "shell.execute_reply": "2020-09-22T22:01:32.649284Z"
    },
    "id": "WZKbyU2-AiY-"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    tf.config.experimental.set_memory_growth(gpus[0], True)  #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpus[0]],\"GPU\")\n",
    "    \n",
    "# 打印显卡信息，确认GPU可用\n",
    "print(gpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:34.012326Z",
     "iopub.status.busy": "2020-09-22T22:01:34.011660Z",
     "iopub.status.idle": "2020-09-22T22:01:34.185780Z",
     "shell.execute_reply": "2020-09-22T22:01:34.185175Z"
    },
    "id": "YfIk2es3hJEd"
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras  import layers\n",
    "from IPython           import display\n",
    "import numpy             as np\n",
    "import glob,imageio,os,PIL,time,pathlib\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "# 支持中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iYn4MdZnKCey"
   },
   "source": [
    "### 2. 加载和准备数据集\n",
    "\n",
    "您将使用 MNIST 数据集来训练生成器和判别器。生成器将生成类似于 MNIST 数据集的手写数字。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['D:\\\\jupyter notebook\\\\DL-100-days\\\\datasets\\\\020_cartoon_face\\\\1.png',\n",
       " 'D:\\\\jupyter notebook\\\\DL-100-days\\\\datasets\\\\020_cartoon_face\\\\10.png',\n",
       " 'D:\\\\jupyter notebook\\\\DL-100-days\\\\datasets\\\\020_cartoon_face\\\\100.png']"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dir = \"D:/jupyter notebook/DL-100-days/datasets/020_cartoon_face\"\n",
    "data_dir = pathlib.Path(data_dir)\n",
    "\n",
    "pictures_paths = list(data_dir.glob('*'))\n",
    "pictures_paths = [str(path) for path in pictures_paths]\n",
    "pictures_paths[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片总数为： 21551\n"
     ]
    }
   ],
   "source": [
    "image_count = len(list(pictures_paths))\n",
    "\n",
    "print(\"图片总数为：\",image_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 40 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.suptitle(\"数据示例\",fontsize=15)\n",
    "\n",
    "for i in range(40):\n",
    "    plt.subplot(5,8,i+1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    \n",
    "    # 显示图片\n",
    "    images = plt.imread(pictures_paths[i])\n",
    "    plt.imshow(images)\n",
    "\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_image(image):\n",
    "    image = tf.image.decode_jpeg(image, channels=3)\n",
    "    image = tf.image.resize(image, [64, 64])\n",
    "    return (image - 127.5) / 127.5\n",
    "\n",
    "def load_and_preprocess_image(path):\n",
    "    image = tf.io.read_file(path)\n",
    "    return preprocess_image(image)\n",
    "\n",
    "AUTOTUNE = tf.data.experimental.AUTOTUNE\n",
    "\n",
    "path_ds  = tf.data.Dataset.from_tensor_slices(pictures_paths)\n",
    "image_ds = path_ds.map(load_and_preprocess_image, num_parallel_calls=AUTOTUNE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "BUFFER_SIZE = 60000\n",
    "BATCH_SIZE = 256\n",
    "\n",
    "# 批量化和打乱数据\n",
    "train_dataset = image_ds.shuffle(BUFFER_SIZE).batch(BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "THY-sZMiQ4UV"
   },
   "source": [
    "## 三、创建模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-tEyxE-GMC48"
   },
   "source": [
    "### 1. 生成器\n",
    "\n",
    "生成器使用 `tf.keras.layers.Conv2DTranspose` （上采样）层来从种子（随机噪声）中产生图片。以一个使用该种子作为输入的 `Dense` 层开始，然后多次上采样直到达到所期望的 28x28x1 的图片尺寸。注意除了输出层使用 tanh 之外，其他每层均使用 `tf.keras.layers.LeakyReLU` 作为激活函数。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:36.223758Z",
     "iopub.status.busy": "2020-09-22T22:01:36.223065Z",
     "iopub.status.idle": "2020-09-22T22:01:36.225288Z",
     "shell.execute_reply": "2020-09-22T22:01:36.224811Z"
    },
    "id": "6bpTcDqoLWjY"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_4\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_4 (Dense)              (None, 16384)             1638400   \n",
      "_________________________________________________________________\n",
      "batch_normalization_8 (Batch (None, 16384)             65536     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_16 (LeakyReLU)   (None, 16384)             0         \n",
      "_________________________________________________________________\n",
      "reshape_2 (Reshape)          (None, 4, 4, 1024)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_8 (Conv2DTr (None, 8, 8, 512)         13107200  \n",
      "_________________________________________________________________\n",
      "batch_normalization_9 (Batch (None, 8, 8, 512)         2048      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_17 (LeakyReLU)   (None, 8, 8, 512)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_9 (Conv2DTr (None, 16, 16, 256)       3276800   \n",
      "_________________________________________________________________\n",
      "batch_normalization_10 (Batc (None, 16, 16, 256)       1024      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_18 (LeakyReLU)   (None, 16, 16, 256)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_10 (Conv2DT (None, 32, 32, 128)       819200    \n",
      "_________________________________________________________________\n",
      "batch_normalization_11 (Batc (None, 32, 32, 128)       512       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_19 (LeakyReLU)   (None, 32, 32, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_transpose_11 (Conv2DT (None, 64, 64, 3)         9600      \n",
      "=================================================================\n",
      "Total params: 18,920,320\n",
      "Trainable params: 18,885,760\n",
      "Non-trainable params: 34,560\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "def make_generator_model():\n",
    "    model = tf.keras.Sequential()\n",
    "    model.add(layers.Dense(4*4*1024, use_bias=False, input_shape=(100,)))\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "        \n",
    "    model.add(layers.Reshape((4, 4, 1024)))\n",
    "    assert model.output_shape == (None, 4, 4, 1024)\n",
    "        \n",
    "    # 第一层\n",
    "    model.add(layers.Conv2DTranspose(512, (5, 5), strides=(2, 2), padding='same', use_bias=False))\n",
    "    assert model.output_shape == (None, 8, 8, 512)\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "        \n",
    "    # 第二层\n",
    "    model.add(layers.Conv2DTranspose(256, (5, 5), strides=(2, 2), padding='same', use_bias=False))\n",
    "    assert model.output_shape == (None, 16, 16, 256)\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "        \n",
    "    # 第三层\n",
    "    model.add(layers.Conv2DTranspose(128, (5, 5), strides=(2, 2), padding='same', use_bias=False))\n",
    "    assert model.output_shape == (None, 32, 32, 128)\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "        \n",
    "    # 第四层\n",
    "    model.add(layers.Conv2DTranspose(3, (5, 5), strides=(2, 2), padding='same', use_bias=False, activation='tanh'))\n",
    "    assert model.output_shape == (None, 64, 64, 3)\n",
    "\n",
    "    return model\n",
    "\n",
    "generator = make_generator_model()\n",
    "generator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "D0IKnaCtg6WE"
   },
   "source": [
    "### 2. 判别器\n",
    "\n",
    "判别器是一个基于 CNN 的图片分类器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.361147Z",
     "iopub.status.busy": "2020-09-22T22:01:38.360426Z",
     "iopub.status.idle": "2020-09-22T22:01:38.362716Z",
     "shell.execute_reply": "2020-09-22T22:01:38.362174Z"
    },
    "id": "dw2tPLmk2pEP"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_5\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_8 (Conv2D)            (None, 32, 32, 128)       9728      \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_20 (LeakyReLU)   (None, 32, 32, 128)       0         \n",
      "_________________________________________________________________\n",
      "dropout_8 (Dropout)          (None, 32, 32, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_9 (Conv2D)            (None, 16, 16, 128)       409728    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_21 (LeakyReLU)   (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "dropout_9 (Dropout)          (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_10 (Conv2D)           (None, 8, 8, 256)         819456    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_22 (LeakyReLU)   (None, 8, 8, 256)         0         \n",
      "_________________________________________________________________\n",
      "dropout_10 (Dropout)         (None, 8, 8, 256)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_11 (Conv2D)           (None, 4, 4, 512)         3277312   \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_23 (LeakyReLU)   (None, 4, 4, 512)         0         \n",
      "_________________________________________________________________\n",
      "dropout_11 (Dropout)         (None, 4, 4, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten_2 (Flatten)          (None, 8192)              0         \n",
      "_________________________________________________________________\n",
      "dense_5 (Dense)              (None, 1)                 8193      \n",
      "=================================================================\n",
      "Total params: 4,524,417\n",
      "Trainable params: 4,524,417\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "def make_discriminator_model():\n",
    "    model = tf.keras.Sequential([\n",
    "        layers.Conv2D(128, (5, 5), strides=(2, 2), padding='same', input_shape=[64, 64, 3]),\n",
    "        layers.LeakyReLU(),\n",
    "        layers.Dropout(0.3),\n",
    "        \n",
    "        layers.Conv2D(128, (5, 5), strides=(2, 2), padding='same'),\n",
    "        layers.LeakyReLU(),\n",
    "        layers.Dropout(0.3),\n",
    "        \n",
    "        layers.Conv2D(256, (5, 5), strides=(2, 2), padding='same'),\n",
    "        layers.LeakyReLU(),\n",
    "        layers.Dropout(0.3),\n",
    "        \n",
    "        layers.Conv2D(512, (5, 5), strides=(2, 2), padding='same'),\n",
    "        layers.LeakyReLU(),\n",
    "        layers.Dropout(0.3),\n",
    "        \n",
    "        layers.Flatten(),\n",
    "        layers.Dense(1)\n",
    "    ])\n",
    "\n",
    "    return model\n",
    "\n",
    "discriminator = make_discriminator_model()\n",
    "discriminator.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0FMYgY_mPfTi"
   },
   "source": [
    "## 四、定义损失函数和优化器\n",
    "\n",
    "为两个模型定义损失函数和优化器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.436353Z",
     "iopub.status.busy": "2020-09-22T22:01:38.435670Z",
     "iopub.status.idle": "2020-09-22T22:01:38.438005Z",
     "shell.execute_reply": "2020-09-22T22:01:38.437468Z"
    },
    "id": "psQfmXxYKU3X"
   },
   "outputs": [],
   "source": [
    "# 该方法返回计算交叉熵损失的辅助函数\n",
    "cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PKY_iPSPNWoj"
   },
   "source": [
    "### 1. 判别器损失\n",
    "\n",
    "该方法量化判断真伪图片的能力。它将判别器对真实图片的预测值与值全为 1 的数组进行对比，将判别器对伪造（生成的）图片的预测值与值全为 0 的数组进行对比。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.442883Z",
     "iopub.status.busy": "2020-09-22T22:01:38.442192Z",
     "iopub.status.idle": "2020-09-22T22:01:38.444549Z",
     "shell.execute_reply": "2020-09-22T22:01:38.444040Z"
    },
    "id": "wkMNfBWlT-PV"
   },
   "outputs": [],
   "source": [
    "def discriminator_loss(real_output, fake_output):\n",
    "    real_loss = cross_entropy(tf.ones_like(real_output), real_output)\n",
    "    fake_loss = cross_entropy(tf.zeros_like(fake_output), fake_output)\n",
    "    total_loss = real_loss + fake_loss\n",
    "    return total_loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Jd-3GCUEiKtv"
   },
   "source": [
    "### 2. 生成器损失\n",
    "\n",
    "生成器损失量化其欺骗判别器的能力。直观来讲，如果生成器表现良好，判别器将会把伪造图片判断为真实图片（或 1）。这里我们将把判别器在生成图片上的判断结果与一个值全为 1 的数组进行对比。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.448845Z",
     "iopub.status.busy": "2020-09-22T22:01:38.448175Z",
     "iopub.status.idle": "2020-09-22T22:01:38.450652Z",
     "shell.execute_reply": "2020-09-22T22:01:38.449997Z"
    },
    "id": "90BIcCKcDMxz"
   },
   "outputs": [],
   "source": [
    "def generator_loss(fake_output):\n",
    "    return cross_entropy(tf.ones_like(fake_output), fake_output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MgIc7i0th_Iu"
   },
   "source": [
    "由于我们需要分别训练两个网络，判别器和生成器的优化器是不同的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.455182Z",
     "iopub.status.busy": "2020-09-22T22:01:38.454530Z",
     "iopub.status.idle": "2020-09-22T22:01:38.457018Z",
     "shell.execute_reply": "2020-09-22T22:01:38.456430Z"
    },
    "id": "iWCn_PVdEJZ7"
   },
   "outputs": [],
   "source": [
    "generator_optimizer     = tf.keras.optimizers.Adam(1e-4)\n",
    "discriminator_optimizer = tf.keras.optimizers.Adam(1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 五、保存检查点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`tf.train.Checkpoint` 只保存模型的参数，不保存模型的计算过程，因此一般用于在具有模型源代码的时候恢复之前训练好的模型参数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义模型保存路径\n",
    "checkpoint_dir = './model/model_20/training_checkpoints'\n",
    "checkpoint_prefix = os.path.join(checkpoint_dir, \"ckpt\")\n",
    "\n",
    "checkpoint = tf.train.Checkpoint(generator_optimizer=generator_optimizer,\n",
    "                                 discriminator_optimizer=discriminator_optimizer,\n",
    "                                 generator=generator,\n",
    "                                 discriminator=discriminator)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Rw1fkAczTQYh"
   },
   "source": [
    "## 六、定义训练循环\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.468256Z",
     "iopub.status.busy": "2020-09-22T22:01:38.467626Z",
     "iopub.status.idle": "2020-09-22T22:01:38.470641Z",
     "shell.execute_reply": "2020-09-22T22:01:38.470022Z"
    },
    "id": "NS2GWywBbAWo"
   },
   "outputs": [],
   "source": [
    "EPOCHS = 600\n",
    "noise_dim = 100\n",
    "num_examples_to_generate = 16\n",
    "\n",
    "# 我们将重复使用该种子（在 GIF 中更容易可视化进度）\n",
    "seed = tf.random.normal([num_examples_to_generate, noise_dim])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jylSonrqSWfi"
   },
   "source": [
    "训练循环在生成器接收到一个随机种子作为输入时开始。该种子用于生产一张图片。判别器随后被用于区分真实图片（选自训练集）和伪造图片（由生成器生成）。针对这里的每一个模型都计算损失函数，并且计算梯度用于更新生成器与判别器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.477362Z",
     "iopub.status.busy": "2020-09-22T22:01:38.476744Z",
     "iopub.status.idle": "2020-09-22T22:01:38.478614Z",
     "shell.execute_reply": "2020-09-22T22:01:38.479002Z"
    },
    "id": "3t5ibNo05jCB"
   },
   "outputs": [],
   "source": [
    "# 注意 `tf.function` 的使用\n",
    "# 该注解使函数被“编译”\n",
    "@tf.function\n",
    "def train_step(images):\n",
    "    # 生成噪音\n",
    "    noise = tf.random.normal([BATCH_SIZE, noise_dim])\n",
    "\n",
    "    with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
    "        generated_images = generator(noise, training=True)\n",
    "\n",
    "        real_output = discriminator(images, training=True)\n",
    "        fake_output = discriminator(generated_images, training=True)\n",
    "        \n",
    "        # 计算loss\n",
    "        gen_loss = generator_loss(fake_output)\n",
    "        disc_loss = discriminator_loss(real_output, fake_output)\n",
    "    \n",
    "    #计算梯度\n",
    "    gradients_of_generator = gen_tape.gradient(gen_loss, generator.trainable_variables)\n",
    "    gradients_of_discriminator = disc_tape.gradient(disc_loss, discriminator.trainable_variables)\n",
    "    \n",
    "    #更新模型\n",
    "    generator_optimizer.apply_gradients(zip(gradients_of_generator, generator.trainable_variables))\n",
    "    discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, discriminator.trainable_variables))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.485024Z",
     "iopub.status.busy": "2020-09-22T22:01:38.484376Z",
     "iopub.status.idle": "2020-09-22T22:01:38.486768Z",
     "shell.execute_reply": "2020-09-22T22:01:38.486194Z"
    },
    "id": "2M7LmLtGEMQJ"
   },
   "outputs": [],
   "source": [
    "def train(dataset, epochs):\n",
    "    for epoch in range(epochs):\n",
    "        start = time.time()\n",
    "\n",
    "        for image_batch in dataset:\n",
    "            train_step(image_batch)\n",
    "\n",
    "        # 实时更新生成的图片\n",
    "        display.clear_output(wait=True)\n",
    "        generate_and_save_images(generator, epoch + 1, seed)\n",
    "        \n",
    "        # 每 15 个 epoch 保存一次模型\n",
    "        if (epoch + 1) % 100 == 0:\n",
    "            checkpoint.save(file_prefix = checkpoint_prefix)\n",
    "\n",
    "        print ('Time for epoch {} is {} sec'.format(epoch + 1, time.time()-start))\n",
    "\n",
    "    # 最后一个 epoch 结束后生成图片\n",
    "    display.clear_output(wait=True)\n",
    "    generate_and_save_images(generator, epochs, seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2aFF7Hk3XdeW"
   },
   "source": [
    "**生成与保存图片**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:01:38.492714Z",
     "iopub.status.busy": "2020-09-22T22:01:38.492075Z",
     "iopub.status.idle": "2020-09-22T22:01:38.494323Z",
     "shell.execute_reply": "2020-09-22T22:01:38.493718Z"
    },
    "id": "RmdVsmvhPxyy"
   },
   "outputs": [],
   "source": [
    "def generate_and_save_images(model, epoch, test_input):\n",
    "    # 注意 training` 设定为 False\n",
    "    # 因此，所有层都在推理模式下运行（batchnorm）。\n",
    "    predictions = model(test_input, training=False)\n",
    "\n",
    "    fig = plt.figure(figsize=(5,5))\n",
    "\n",
    "    for i in range(predictions.shape[0]):\n",
    "        plt.subplot(4, 4, i+1)\n",
    "        plt.imshow(predictions[i] * 0.5 + 0.5) # 注意需要还原标准化的图片\n",
    "        plt.axis('off')\n",
    "\n",
    "    plt.savefig('./images/images_20/image_at_epoch_{:04d}.png'.format(epoch+600))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dZrd4CdjR-Fp"
   },
   "source": [
    "## 七、训练模型\n",
    "调用上面定义的 `train()` 方法来同时训练生成器和判别器。在训练之初，生成的图片看起来像是随机噪声。随着训练过程的进行，生成的数字将越来越真实。在大概 50 个 epoch 之后，这些图片看起来像是 MNIST 数字。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`%%time`：将会给出cell的代码运行一次所花费的时间。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 恢复模型参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "返回目录下最近一次checkpoint的文件名。例如如果save目录下有 `model.ckpt-1.index` 到 `model.ckpt-10.index` 的10个保存文件， `tf.train.latest_checkpoint('./save')` 即返回 `./save/model.ckpt-10` 。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.training.tracking.util.CheckpointLoadStatus at 0x20498267128>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkpoint.restore(tf.train.latest_checkpoint(checkpoint_dir))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time for epoch 201 is 17.364601135253906 sec\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<timed eval>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-59-66ce51379f2d>\u001b[0m in \u001b[0;36mtrain\u001b[1;34m(dataset, epochs)\u001b[0m\n\u001b[0;32m      3\u001b[0m         \u001b[0mstart\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m         \u001b[1;32mfor\u001b[0m \u001b[0mimage_batch\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdataset\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      6\u001b[0m             \u001b[0mtrain_step\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimage_batch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python36\\site-packages\\tensorflow\\python\\data\\ops\\iterator_ops.py\u001b[0m in \u001b[0;36m__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    759\u001b[0m   \u001b[1;32mdef\u001b[0m \u001b[0m__next__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    760\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 761\u001b[1;33m       \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_next_internal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    762\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOutOfRangeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    763\u001b[0m       \u001b[1;32mraise\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python36\\site-packages\\tensorflow\\python\\data\\ops\\iterator_ops.py\u001b[0m in \u001b[0;36m_next_internal\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    745\u001b[0m           \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_iterator_resource\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    746\u001b[0m           \u001b[0moutput_types\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_flat_output_types\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 747\u001b[1;33m           output_shapes=self._flat_output_shapes)\n\u001b[0m\u001b[0;32m    748\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    749\u001b[0m       \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python36\\site-packages\\tensorflow\\python\\ops\\gen_dataset_ops.py\u001b[0m in \u001b[0;36miterator_get_next\u001b[1;34m(iterator, output_types, output_shapes, name)\u001b[0m\n\u001b[0;32m   2722\u001b[0m       _result = pywrap_tfe.TFE_Py_FastPathExecute(\n\u001b[0;32m   2723\u001b[0m         \u001b[0m_ctx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"IteratorGetNext\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"output_types\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_types\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2724\u001b[1;33m         \"output_shapes\", output_shapes)\n\u001b[0m\u001b[0;32m   2725\u001b[0m       \u001b[1;32mreturn\u001b[0m \u001b[0m_result\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2726\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0m_core\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "%%time\n",
    "train(train_dataset, EPOCHS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "P4M_vIbUi7c0"
   },
   "source": [
    "### 3. 创建 GIF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-09-22T22:05:00.796362Z",
     "iopub.status.busy": "2020-09-22T22:05:00.795718Z",
     "iopub.status.idle": "2020-09-22T22:05:00.962623Z",
     "shell.execute_reply": "2020-09-22T22:05:00.961929Z"
    },
    "id": "IGKQgENQ8lEI"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GIF动图生成完成！\n"
     ]
    }
   ],
   "source": [
    "import imageio,pathlib\n",
    "\n",
    "def compose_gif():\n",
    "    # 图片地址\n",
    "    data_dir = \"./images/images_20\"\n",
    "    data_dir = pathlib.Path(data_dir)\n",
    "    paths    = list(data_dir.glob('*'))\n",
    "    \n",
    "    gif_images = []\n",
    "    for path in paths:\n",
    "        gif_images.append(imageio.imread(path))\n",
    "    imageio.mimsave(\"MINST_DCGAN_20.gif\",gif_images,fps=8)\n",
    "    \n",
    "compose_gif()\n",
    "print(\"GIF动图生成完成！\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**未完～**\n",
    "\n",
    "**持续更新 欢迎 点赞👍、收藏⭐、关注👀**\n",
    "\n",
    "- 点赞👍：点赞给我持续更新的动力\n",
    "- 收藏⭐️：收藏后你能够随时找到文章\n",
    "- 关注👀：关注我第一时间接收最新文章"
   ]
  }
 ],
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